Pandas Profiling before Data Preprocessing

Dataset statistics

Number of variables	14
Number of observations	18249
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.9 MiB
Average record size in memory	112.0 B

Variable types

NUM	10
CAT	4

Warnings

`Date` has a high cardinality: 169 distinct values	High cardinality
`region` has a high cardinality: 54 distinct values	High cardinality
`4046` is highly correlated with `Total Volume` and 3 other fields	High correlation
`Total Volume` is highly correlated with `4046` and 3 other fields	High correlation
`4225` is highly correlated with `Total Volume` and 3 other fields	High correlation
`Total Bags` is highly correlated with `Total Volume` and 4 other fields	High correlation
`Small Bags` is highly correlated with `Total Volume` and 4 other fields	High correlation
`Large Bags` is highly correlated with `Total Bags` and 1 other fields	High correlation
`Date` is uniformly distributed	Uniform
`region` is uniformly distributed	Uniform
`df_index` has 432 (2.4%) zeros	Zeros
`4046` has 242 (1.3%) zeros	Zeros
`4770` has 5497 (30.1%) zeros	Zeros
`Large Bags` has 2370 (13.0%) zeros	Zeros
`XLarge Bags` has 12048 (66.0%) zeros	Zeros

Reproduction

Analysis started	2020-09-14 16:08:34.735821
Analysis finished	2020-09-14 16:08:59.745843
Duration	25.01 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

ZEROS

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24.2322319
Minimum	0
Maximum	52
Zeros	432
Zeros (%)	2.4%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	10
median	24
Q3	38
95-th percentile	49
Maximum	52
Range	52
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	15.48104475
Coefficient of variation (CV)	0.6388616953
Kurtosis	-1.254364272
Mean	24.2322319
Median Absolute Deviation (MAD)	14
Skewness	0.1083337271
Sum	442214
Variance	239.6627467
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	432	2.4%
11	432	2.4%
1	432	2.4%
2	432	2.4%
3	432	2.4%
4	432	2.4%
5	432	2.4%
6	432	2.4%
8	432	2.4%
9	432	2.4%
Other values (43)	13929	76.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	432	2.4%
1	432	2.4%
2	432	2.4%
3	432	2.4%
4	432	2.4%

Value	Count	Frequency (%)
52	107	0.6%
51	322	1.8%
50	324	1.8%
49	324	1.8%
48	324	1.8%

Date
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	169
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	142.6 KiB

2016-02-14	108
2017-04-02	108
2017-11-12	108
2018-01-28	108
2017-09-10	108
Other values (164)	17709

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2016-02-14	108	0.6%
2017-04-02	108	0.6%
2017-11-12	108	0.6%
2018-01-28	108	0.6%
2017-09-10	108	0.6%
2015-01-18	108	0.6%
2015-08-16	108	0.6%
2016-12-04	108	0.6%
2015-05-31	108	0.6%
2016-08-28	108	0.6%
Other values (159)	17169	94.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

AveragePrice
Real number (ℝ_≥0)

Distinct	259
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.40597841
Minimum	0.44
Maximum	3.25
Zeros	0
Zeros (%)	0.0%
Memory size	142.6 KiB

Quantile statistics

Minimum	0.44
5-th percentile	0.83
Q1	1.1
median	1.37
Q3	1.66
95-th percentile	2.11
Maximum	3.25
Range	2.81
Interquartile range (IQR)	0.56

Descriptive statistics

Standard deviation	0.4026765555
Coefficient of variation (CV)	0.2864030861
Kurtosis	0.3251958507
Mean	1.40597841
Median Absolute Deviation (MAD)	0.28
Skewness	0.5803027379
Sum	25657.7
Variance	0.1621484083
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.15	202	1.1%
1.18	199	1.1%
1.08	194	1.1%
1.26	193	1.1%
1.13	192	1.1%
0.98	189	1.0%
1.19	188	1.0%
1.36	187	1.0%
1.59	186	1.0%
0.99	185	1.0%
Other values (249)	16334	89.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.44	1	< 0.1%
0.46	1	< 0.1%
0.48	1	< 0.1%
0.49	2	< 0.1%
0.51	5	< 0.1%

Value	Count	Frequency (%)
3.25	1	< 0.1%
3.17	1	< 0.1%
3.12	1	< 0.1%
3.05	1	< 0.1%
3.04	1	< 0.1%

Total Volume
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	18237
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	850644.013
Minimum	84.56
Maximum	62505646.52
Zeros	0
Zeros (%)	0.0%
Memory size	142.6 KiB

Quantile statistics

Minimum	84.56
5-th percentile	2371.862
Q1	10838.58
median	107376.76
Q3	432962.29
95-th percentile	3716315.41
Maximum	62505646.52
Range	62505561.96
Interquartile range (IQR)	422123.71

Descriptive statistics

Standard deviation	3453545.355
Coefficient of variation (CV)	4.059918488
Kurtosis	92.10445778
Mean	850644.013
Median Absolute Deviation (MAD)	102962.47
Skewness	9.007687479
Sum	1.552340259e+10
Variance	1.192697552e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3713.49	2	< 0.1%
3529.44	2	< 0.1%
2038.99	2	< 0.1%
569349.05	2	< 0.1%
4103.97	2	< 0.1%
9465.99	2	< 0.1%
46602.16	2	< 0.1%
2858.31	2	< 0.1%
7223.46	2	< 0.1%
19634.24	2	< 0.1%
Other values (18227)	18229	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
84.56	1	< 0.1%
379.82	1	< 0.1%
385.55	1	< 0.1%
419.98	1	< 0.1%
472.82	1	< 0.1%

Value	Count	Frequency (%)
62505646.52	1	< 0.1%
61034457.1	1	< 0.1%
52288697.89	1	< 0.1%
47293921.6	1	< 0.1%
46324529.7	1	< 0.1%

4046
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	17702
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	293008.4245
Minimum	0
Maximum	22743616.17
Zeros	242
Zeros (%)	1.3%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	19.6
Q1	854.07
median	8645.3
Q3	111020.2
95-th percentile	1263359.678
Maximum	22743616.17
Range	22743616.17
Interquartile range (IQR)	110166.13

Descriptive statistics

Standard deviation	1264989.082
Coefficient of variation (CV)	4.317244747
Kurtosis	86.80911256
Mean	293008.4245
Median Absolute Deviation (MAD)	8616.69
Skewness	8.648219757
Sum	5347110739
Variance	1.600197377e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242	1.3%
3	10	0.1%
1.24	8	< 0.1%
1	8	< 0.1%
4	8	< 0.1%
1.25	7	< 0.1%
6	7	< 0.1%
1.21	6	< 0.1%
2.54	5	< 0.1%
1.27	5	< 0.1%
Other values (17692)	17943	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	242	1.3%
1	8	< 0.1%
1.13	1	< 0.1%
1.19	3	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
22743616.17	1	< 0.1%
21620180.9	1	< 0.1%
18933038.04	1	< 0.1%
17787611.93	1	< 0.1%
17076650.82	1	< 0.1%

4225
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	18103
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	295154.5684
Minimum	0
Maximum	20470572.61
Zeros	61
Zeros (%)	0.3%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	103.614
Q1	3008.78
median	29061.02
Q3	150206.86
95-th percentile	1303657.658
Maximum	20470572.61
Range	20470572.61
Interquartile range (IQR)	147198.08

Descriptive statistics

Standard deviation	1204120.401
Coefficient of variation (CV)	4.079626508
Kurtosis	91.94902197
Mean	295154.5684
Median Absolute Deviation (MAD)	28521.3
Skewness	8.942465608
Sum	5386275718
Variance	1.44990594e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	61	0.3%
215.36	3	< 0.1%
177.87	3	< 0.1%
1.3	3	< 0.1%
94.74	3	< 0.1%
1.26	3	< 0.1%
3478.97	2	< 0.1%
61.01	2	< 0.1%
65.22	2	< 0.1%
5.73	2	< 0.1%
Other values (18093)	18165	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	61	0.3%
1.26	3	< 0.1%
1.28	2	< 0.1%
1.3	3	< 0.1%
1.31	1	< 0.1%

Value	Count	Frequency (%)
20470572.61	1	< 0.1%
20445501.03	1	< 0.1%
20328161.55	1	< 0.1%
18956479.74	1	< 0.1%
17896391.6	1	< 0.1%

4770
Real number (ℝ_≥0)

ZEROS

Distinct	12071
Distinct (%)	66.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22839.73599
Minimum	0
Maximum	2546439.11
Zeros	5497
Zeros (%)	30.1%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	184.99
Q3	6243.42
95-th percentile	106156.574
Maximum	2546439.11
Range	2546439.11
Interquartile range (IQR)	6243.42

Descriptive statistics

Standard deviation	107464.0684
Coefficient of variation (CV)	4.705136192
Kurtosis	132.5634409
Mean	22839.73599
Median Absolute Deviation (MAD)	184.99
Skewness	10.15939563
Sum	416802342.1
Variance	1.1548526e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5497	30.1%
2.66	7	< 0.1%
3.32	7	< 0.1%
1.64	6	< 0.1%
10.97	6	< 0.1%
1.6	6	< 0.1%
1.59	6	< 0.1%
2.74	5	< 0.1%
1.65	5	< 0.1%
1.63	5	< 0.1%
Other values (12061)	12699	69.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5497	30.1%
0.83	1	< 0.1%
1	3	< 0.1%
1.01	1	< 0.1%
1.09	1	< 0.1%

Value	Count	Frequency (%)
2546439.11	1	< 0.1%
1993645.36	1	< 0.1%
1896149.5	1	< 0.1%
1880231.38	1	< 0.1%
1811090.71	1	< 0.1%

Total Bags
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	18097
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	239639.2021
Minimum	0
Maximum	19373134.37
Zeros	15
Zeros (%)	0.1%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	628.89
Q1	5088.64
median	39743.83
Q3	110783.37
95-th percentile	1005478.892
Maximum	19373134.37
Range	19373134.37
Interquartile range (IQR)	105694.73

Descriptive statistics

Standard deviation	986242.3992
Coefficient of variation (CV)	4.115530309
Kurtosis	112.2721565
Mean	239639.2021
Median Absolute Deviation (MAD)	37299.96
Skewness	9.75607167
Sum	4373175798
Variance	9.7267407e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	0.1%
300	5	< 0.1%
990	5	< 0.1%
916.67	4	< 0.1%
266.67	4	< 0.1%
550	4	< 0.1%
856.67	3	< 0.1%
153.33	3	< 0.1%
196.67	3	< 0.1%
803.33	3	< 0.1%
Other values (18087)	18200	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	0.1%
3.09	1	< 0.1%
3.11	1	< 0.1%
3.19	1	< 0.1%
3.33	1	< 0.1%

Value	Count	Frequency (%)
19373134.37	1	< 0.1%
16394524.11	1	< 0.1%
16298296.29	1	< 0.1%
15972492.07	1	< 0.1%
15804696.31	1	< 0.1%

Small Bags
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17321
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	182194.6867
Minimum	0
Maximum	13384586.8
Zeros	159
Zeros (%)	0.9%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	256.67
Q1	2849.42
median	26362.82
Q3	83337.67
95-th percentile	768147.228
Maximum	13384586.8
Range	13384586.8
Interquartile range (IQR)	80488.25

Descriptive statistics

Standard deviation	746178.515
Coefficient of variation (CV)	4.095500964
Kurtosis	107.0128851
Mean	182194.6867
Median Absolute Deviation (MAD)	25599.49
Skewness	9.540659982
Sum	3324870838
Variance	5.567823762e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	159	0.9%
203.33	11	0.1%
533.33	10	0.1%
223.33	10	0.1%
103.33	8	< 0.1%
326.67	8	< 0.1%
300	8	< 0.1%
196.67	8	< 0.1%
263.33	8	< 0.1%
123.33	8	< 0.1%
Other values (17311)	18011	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	159	0.9%
2.52	1	< 0.1%
2.57	1	< 0.1%
2.73	1	< 0.1%
2.79	1	< 0.1%

Value	Count	Frequency (%)
13384586.8	1	< 0.1%
12567155.58	1	< 0.1%
12540327.19	1	< 0.1%
11712807.19	1	< 0.1%
11392828.89	1	< 0.1%

Large Bags
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	15082
Distinct (%)	82.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	54338.08814
Minimum	0
Maximum	5719096.61
Zeros	2370
Zeros (%)	13.0%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	127.47
median	2647.71
Q3	22029.25
95-th percentile	195699.768
Maximum	5719096.61
Range	5719096.61
Interquartile range (IQR)	21901.78

Descriptive statistics

Standard deviation	243965.9645
Coefficient of variation (CV)	4.489778218
Kurtosis	117.999481
Mean	54338.08814
Median Absolute Deviation (MAD)	2647.71
Skewness	9.796454599
Sum	991615770.6
Variance	5.951939186e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2370	13.0%
3.33	187	1.0%
6.67	78	0.4%
10	47	0.3%
4.44	38	0.2%
13.33	28	0.2%
16.67	18	0.1%
6.66	18	0.1%
26.67	18	0.1%
20	14	0.1%
Other values (15072)	15433	84.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2370	13.0%
0.97	1	< 0.1%
1.3	1	< 0.1%
1.33	1	< 0.1%
1.38	2	< 0.1%

Value	Count	Frequency (%)
5719096.61	1	< 0.1%
4324231.19	1	< 0.1%
4081397.72	1	< 0.1%
4023485.04	1	< 0.1%
3988101.74	1	< 0.1%

XLarge Bags
Real number (ℝ_≥0)

ZEROS

Distinct	5588
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3106.426507
Minimum	0
Maximum	551693.65
Zeros	12048
Zeros (%)	66.0%
Memory size	142.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	132.5
95-th percentile	12058.452
Maximum	551693.65
Range	551693.65
Interquartile range (IQR)	132.5

Descriptive statistics

Standard deviation	17692.89465
Coefficient of variation (CV)	5.695578058
Kurtosis	233.6026119
Mean	3106.426507
Median Absolute Deviation (MAD)	0
Skewness	13.13975069
Sum	56689177.33
Variance	313038521.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12048	66.0%
3.33	29	0.2%
6.67	16	0.1%
1.11	15	0.1%
5	12	0.1%
10	9	< 0.1%
16.67	8	< 0.1%
2.22	7	< 0.1%
150	6	< 0.1%
80	6	< 0.1%
Other values (5578)	6093	33.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12048	66.0%
1	1	< 0.1%
1.11	15	0.1%
1.26	1	< 0.1%
1.3	1	< 0.1%

Value	Count	Frequency (%)
551693.65	1	< 0.1%
454343.65	1	< 0.1%
390478.73	1	< 0.1%
387400.22	1	< 0.1%
377661.06	1	< 0.1%

type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	142.6 KiB

conventional	9126
organic	9123

Frequencies
Length

Value	Count	Frequency (%)
conventional	9126	50.0%
organic	9123	50.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	12
Mean length	9.500410981
Min length	7

year
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	142.6 KiB

2017	5722
2016	5616
2015	5615
2018	1296

Frequencies
Length

Value	Count	Frequency (%)
2017	5722	31.4%
2016	5616	30.8%
2015	5615	30.8%
2018	1296	7.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

region
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	54
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	142.6 KiB

Albany	338
Philadelphia	338
Pittsburgh	338
Northeast	338
Indianapolis	338
Other values (49)	16559

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Albany	338	1.9%
Philadelphia	338	1.9%
Pittsburgh	338	1.9%
Northeast	338	1.9%
Indianapolis	338	1.9%
NewOrleansMobile	338	1.9%
Sacramento	338	1.9%
Orlando	338	1.9%
Atlanta	338	1.9%
Tampa	338	1.9%
Other values (44)	14869	81.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	9
Mean length	10.29535865
Min length	4

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	Date	AveragePrice	Total Volume	4046	4225	4770	Total Bags	Small Bags	Large Bags	type	year	region
0	0	2015-12-27	1.33	64236.62	1036.74	54454.85	48.16	8696.87	8603.62	93.25	conventional	2015	Albany
1	1	2015-12-20	1.35	54876.98	674.28	44638.81	58.33	9505.56	9408.07	97.49	conventional	2015	Albany
2	2	2015-12-13	0.93	118220.22	794.70	109149.67	130.50	8145.35	8042.21	103.14	conventional	2015	Albany
3	3	2015-12-06	1.08	78992.15	1132.00	71976.41	72.58	5811.16	5677.40	133.76	conventional	2015	Albany
4	4	2015-11-29	1.28	51039.60	941.48	43838.39	75.78	6183.95	5986.26	197.69	conventional	2015	Albany
5	5	2015-11-22	1.26	55979.78	1184.27	48067.99	43.61	6683.91	6556.47	127.44	conventional	2015	Albany
6	6	2015-11-15	0.99	83453.76	1368.92	73672.72	93.26	8318.86	8196.81	122.05	conventional	2015	Albany
7	7	2015-11-08	0.98	109428.33	703.75	101815.36	80.00	6829.22	6266.85	562.37	conventional	2015	Albany
8	8	2015-11-01	1.02	99811.42	1022.15	87315.57	85.34	11388.36	11104.53	283.83	conventional	2015	Albany
9	9	2015-10-25	1.07	74338.76	842.40	64757.44	113.00	8625.92	8061.47	564.45	conventional	2015	Albany

Last rows

	df_index	Date	AveragePrice	Total Volume	4046	4225	4770	Total Bags	Small Bags	Large Bags	type	year	region
18239	2	2018-03-11	1.56	22128.42	2162.67	3194.25	8.93	16762.57	16510.32	252.25	organic	2018	WestTexNewMexico
18240	3	2018-03-04	1.54	17393.30	1832.24	1905.57	0.00	13655.49	13401.93	253.56	organic	2018	WestTexNewMexico
18241	4	2018-02-25	1.57	18421.24	1974.26	2482.65	0.00	13964.33	13698.27	266.06	organic	2018	WestTexNewMexico
18242	5	2018-02-18	1.56	17597.12	1892.05	1928.36	0.00	13776.71	13553.53	223.18	organic	2018	WestTexNewMexico
18243	6	2018-02-11	1.57	15986.17	1924.28	1368.32	0.00	12693.57	12437.35	256.22	organic	2018	WestTexNewMexico
18244	7	2018-02-04	1.63	17074.83	2046.96	1529.20	0.00	13498.67	13066.82	431.85	organic	2018	WestTexNewMexico
18245	8	2018-01-28	1.71	13888.04	1191.70	3431.50	0.00	9264.84	8940.04	324.80	organic	2018	WestTexNewMexico
18246	9	2018-01-21	1.87	13766.76	1191.92	2452.79	727.94	9394.11	9351.80	42.31	organic	2018	WestTexNewMexico
18247	10	2018-01-14	1.93	16205.22	1527.63	2981.04	727.01	10969.54	10919.54	50.00	organic	2018	WestTexNewMexico
18248	11	2018-01-07	1.62	17489.58	2894.77	2356.13	224.53	12014.15	11988.14	26.01	organic	2018	WestTexNewMexico

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows